IEICE Electronics Express
Online ISSN : 1349-2543
ISSN-L : 1349-2543
LETTER
Linear neural networks for spectral envelope estimation
Takahiro EmotoUdantha R. AbeyratneMasatake AkutagawaShinsuke KonakaYohsuke Kinouchi
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JOURNAL FREE ACCESS

2010 Volume 7 Issue 10 Pages 691-696

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Abstract

The spectral envelope is mainly determined by the shape of vocal tract and it is generally represented by linear estimation methods such as an autoregressive (AR) modeling. Neural network (NN) is general tools for modeling nonlinear function. Nonlinear aspects of NN have been emphasized. However, in this study, a novel approach to spectral estimation, which is based on the use of a linear feed-forward NN is discussed. Example of the linear network for estimating the spectral envelope of vowel sound is presented. The proposed linear NN technique leads to interesting new paradigms which could not have been considered in advance.

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© 2010 by The Institute of Electronics, Information and Communication Engineers
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